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Update app.py
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app.py
CHANGED
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@@ -22,7 +22,7 @@ def process_and_show_completion(video_input_path, anomaly_threshold_input, fps,
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mse_heatmap_embeddings, mse_heatmap_posture, \
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face_samples_frequent, face_samples_other, \
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anomaly_faces_embeddings, anomaly_frames_posture_images, \
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aligned_faces_folder, frames_folder = results
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anomaly_faces_embeddings_pil = [Image.fromarray(face) for face in anomaly_faces_embeddings]
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anomaly_frames_posture_pil = [Image.fromarray(frame) for frame in anomaly_frames_posture_images]
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@@ -39,7 +39,7 @@ def process_and_show_completion(video_input_path, anomaly_threshold_input, fps,
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anomaly_faces_embeddings_pil, anomaly_frames_posture_pil,
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face_samples_frequent, face_samples_other,
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aligned_faces_folder, frames_folder,
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mse_embeddings, mse_posture,
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]
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return output
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@@ -86,6 +86,9 @@ with gr.Blocks() as iface:
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mse_posture_heatmap = gr.Plot(label="MSE Heatmap: Body Posture")
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anomaly_frames_posture = gr.Gallery(label="Anomaly Frames (Body Posture)", columns=6, rows=2, height="auto")
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with gr.Tab("Face Samples"):
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face_samples_most_frequent = gr.Gallery(label="Most Frequent Person Samples (Target)", columns=6, rows=2, height="auto")
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face_samples_others = gr.Gallery(label="Other Persons Samples", columns=6, rows=1, height="auto")
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@@ -119,7 +122,8 @@ with gr.Blocks() as iface:
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anomaly_frames_features, anomaly_frames_posture,
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face_samples_most_frequent, face_samples_others,
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aligned_faces_folder_store, frames_folder_store,
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mse_heatmap_embeddings_store, mse_heatmap_posture_store
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]
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).then(
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lambda: gr.Group(visible=True),
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mse_heatmap_embeddings, mse_heatmap_posture, \
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face_samples_frequent, face_samples_other, \
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anomaly_faces_embeddings, anomaly_frames_posture_images, \
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aligned_faces_folder, frames_folder, annotated_video_path = results
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anomaly_faces_embeddings_pil = [Image.fromarray(face) for face in anomaly_faces_embeddings]
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anomaly_frames_posture_pil = [Image.fromarray(frame) for frame in anomaly_frames_posture_images]
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anomaly_faces_embeddings_pil, anomaly_frames_posture_pil,
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face_samples_frequent, face_samples_other,
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aligned_faces_folder, frames_folder,
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mse_embeddings, mse_posture, annotated_video_path
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]
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return output
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mse_posture_heatmap = gr.Plot(label="MSE Heatmap: Body Posture")
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anomaly_frames_posture = gr.Gallery(label="Anomaly Frames (Body Posture)", columns=6, rows=2, height="auto")
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with gr.Tab("Annotated Video"):
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annotated_video_output = gr.Video(label="Annotated Video")
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with gr.Tab("Face Samples"):
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face_samples_most_frequent = gr.Gallery(label="Most Frequent Person Samples (Target)", columns=6, rows=2, height="auto")
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face_samples_others = gr.Gallery(label="Other Persons Samples", columns=6, rows=1, height="auto")
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anomaly_frames_features, anomaly_frames_posture,
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face_samples_most_frequent, face_samples_others,
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aligned_faces_folder_store, frames_folder_store,
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mse_heatmap_embeddings_store, mse_heatmap_posture_store,
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annotated_video_output
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]
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).then(
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lambda: gr.Group(visible=True),
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